Markers are scaled to radius

Bubblecharts normally scale so that the marker area is proportional to the data values. This style sets the marker radius in proportion to the data.

sp.BubbleChartStyle = BubbleChartStyles.RadialScaling;

This style would be correct for unfilled markers such as Lozenge or Ring.